import pandas as pd
import numpy as np
import geopandas as gpd
from bokeh.plotting import figure, output_file, show
import bokeh.palettes
from bokeh.models import (ColumnDataSource, GeoJSONDataSource, HoverTool, LogColorMapper, ColorBar, BasicTickFormatter)
from bokeh.layouts import row
from bokeh.io import output_notebook
output_notebook()
import statsmodels.api as statsmodels